Claude's Meta-Prompting System

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Wednesday, January 28, 2026

Claude's Meta-Prompting System

Users are discussing a meta-prompting system called "Get Sh*t Done" (GSD) being used with Claude, which appears to improve user prompts for better AI responses.

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@1owcap_hunt9rLowCap Hunter

I've seen GSD twice today, so I did some digging. GSD stands for Get Sh*t Done. Yes, that's the name. It is a powerful meta-prompting system (the act of AI improving user prompts for better context), combined with context engineering and spec-driven development for Claude Code

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